import intake
import ciofs_hindcast_report as chr
import hvplot.pandas  # noqa
import ocean_model_skill_assessor as omsa
import pandas as pd
import cmocean.cm as cmo

CMI KBNERR: Six repeat transects, one single transect, and one time series of CTD profiles in Cook Inlet#

  • CTD profiles 2004-2006 - CMI KBNERR

  • ctd_profiles_cmi_kbnerr

  • From 2004 to 2006

Seasonality of Boundary Conditions for Cook Inlet, Alaska

During 2004 to 2006 we collected hydrographic measurements along transect lines crossing: 1) Kennedy Entrance and Stevenson Entrance from Port Chatham to Shuyak Island; 2) Shelikof Strait from Shuyak Island to Cape Douglas; 3) Cook Inlet from Red River to Anchor Point; 4) Kachemak Bay from Barbara Point to Bluff Point, and 5) the Forelands from East Foreland to West Foreland. During the third year we added two additional lines; 6) Cape Douglas to Cape Adams, and 7) Magnet Rock to Mount Augustine. The sampling in 2006 focused on the differences in properties during the spring and neap tide periods.

CTD profiles 2004-2005 - CMI UAF seems to be transect 5 of this project.

Note Line 4 has an incorrect latitude for station 65. This can be seen with the following if the correction is not made:

df = cat['cmi_full_v2-Cruise_16-Line_4'].read()
df.drop_duplicates(subset="Station")

because the longitude is fixed and the latitude increases linearly until station 65 and then repeats the latitude value of station 56. The values are the same for the line in all datasets, and in the report. Since the difference in latitude across line 4 is about 0.0167, I will apply that difference from station 64 and use the resulting latitude for line 4, station 65.

Part of the project: Seasonality of Boundary Conditions for Cook Inlet, Alaska Steve Okkonen Principal Investigator Co-principal Investigators: Scott Pegau Susan Saupe Final Report OCS Study MMS 2009-041 August 2009 Report: https://researchworkspace.com/file/39885971/2009_041.pdf

alt text

Used in the NWGOA model/data comparison.

Dataset metadata:

Dataset

featuretype

maxLatitude

maxLongitude

maxTime

minLatitude

minLongitude

minTime

0

Kbay_timeseries

trajectoryProfile

59.5833

-151.75

2006-04-23 17:33:00

59.5833

-151.75

2006-04-22 17:06:00

1

cmi_full_v2-Cruise_00-Line_3

trajectoryProfile

59.4917

-151.65

2004-03-13 12:41:00

59.4917

-151.65

2004-03-13 12:41:00

2

cmi_full_v2-Cruise_00-Line_4

trajectoryProfile

59.625

-151.65

2004-03-13 12:27:00

59.5083

-151.65

2004-03-13 10:40:00

3

cmi_full_v2-Cruise_01-Line_1

trajectoryProfile

59.2033

-151.875

2004-04-20 18:20:00

58.65

-152.333

2004-04-20 08:45:00

4

cmi_full_v2-Cruise_01-Line_2

trajectoryProfile

58.6867

-152.633

2004-04-19 23:10:00

58.6133

-152.817

2004-04-19 20:37:00

5

cmi_full_v2-Cruise_01-Line_3

trajectoryProfile

59.9967

-151.65

2004-05-27 05:46:00

59.4917

-152.537

2004-04-18 21:36:00

6

cmi_full_v2-Cruise_01-Line_4

trajectoryProfile

59.625

-151.65

2004-05-27 08:04:00

59.5083

-151.65

2004-04-21 07:29:00

7

cmi_full_v2-Cruise_02-Line_1

trajectoryProfile

59.2033

-151.875

2004-05-26 21:07:00

58.65

-152.333

2004-05-26 11:50:00

8

cmi_full_v2-Cruise_02-Line_2

trajectoryProfile

58.6867

-152.633

2004-05-26 09:39:00

58.6133

-152.817

2004-05-26 07:18:00

9

cmi_full_v2-Cruise_02-Line_3

trajectoryProfile

59.9967

-151.65

2004-05-27 05:46:00

59.4917

-152.537

2004-05-25 11:41:00

10

cmi_full_v2-Cruise_02-Line_4

trajectoryProfile

59.625

-151.65

2004-05-27 08:04:00

59.5169

-151.65

2004-05-27 05:59:00

11

cmi_full_v2-Cruise_03-Line_1

trajectoryProfile

59.2033

-151.875

2004-06-13 20:35:00

58.65

-152.333

2004-06-13 11:34:00

12

cmi_full_v2-Cruise_03-Line_2

trajectoryProfile

58.6867

-152.633

2004-06-14 00:10:00

58.6133

-152.817

2004-06-13 22:11:00

13

cmi_full_v2-Cruise_03-Line_3

trajectoryProfile

59.9967

-151.65

2004-06-14 23:46:00

59.4917

-152.537

2004-06-14 13:39:00

14

cmi_full_v2-Cruise_03-Line_4

trajectoryProfile

59.6417

-151.65

2004-06-15 02:01:00

59.5083

-151.65

2004-06-14 23:59:00

15

cmi_full_v2-Cruise_04-Line_1

trajectoryProfile

59.2033

-151.875

2004-07-18 11:34:00

58.735

-152.267

2004-07-18 11:34:00

16

cmi_full_v2-Cruise_04-Line_2

trajectoryProfile

58.665

-152.633

2004-07-18 22:46:00

58.6133

-152.767

2004-07-18 22:11:00

17

cmi_full_v2-Cruise_04-Line_3

trajectoryProfile

59.9567

-151.65

2004-07-18 23:46:00

59.4917

-152.422

2004-07-17 13:24:00

18

cmi_full_v2-Cruise_04-Line_4

trajectoryProfile

59.625

-151.65

2004-07-18 23:46:00

59.525

-151.65

2004-07-18 23:46:00

19

cmi_full_v2-Cruise_05-Line_1

trajectoryProfile

59.2033

-151.875

2004-09-11 03:19:00

58.65

-152.333

2004-08-17 13:00:00

20

cmi_full_v2-Cruise_05-Line_2

trajectoryProfile

58.6867

-152.633

2004-08-17 08:13:00

58.6133

-152.817

2004-08-17 06:26:00

21

cmi_full_v2-Cruise_05-Line_3

trajectoryProfile

59.9967

-151.65

2004-08-18 04:09:00

59.4917

-152.537

2004-08-16 10:22:00

22

cmi_full_v2-Cruise_05-Line_4

trajectoryProfile

59.6417

-151.65

2004-08-18 06:08:00

59.5083

-151.65

2004-08-18 04:21:00

23

cmi_full_v2-Cruise_06-Line_1

trajectoryProfile

59.2033

-151.875

2004-09-08 09:39:00

58.65

-152.333

2004-09-07 23:19:00

24

cmi_full_v2-Cruise_06-Line_2

trajectoryProfile

58.6867

-152.633

2004-09-08 16:41:00

58.6133

-152.817

2004-09-08 14:33:00

25

cmi_full_v2-Cruise_06-Line_3

trajectoryProfile

59.9967

-151.65

2004-09-09 20:24:00

59.4917

-152.537

2004-09-09 09:03:00

26

cmi_full_v2-Cruise_06-Line_4

trajectoryProfile

59.6417

-151.65

2004-09-09 20:03:00

59.5083

-151.65

2004-09-09 17:54:00

27

cmi_full_v2-Cruise_07-Line_1

trajectoryProfile

59.2033

-151.875

2005-01-09 06:16:00

58.65

-152.333

2005-01-08 19:06:00

28

cmi_full_v2-Cruise_07-Line_2

trajectoryProfile

58.6867

-152.633

2005-01-09 10:39:00

58.6133

-152.817

2005-01-09 08:10:00

29

cmi_full_v2-Cruise_07-Line_3

trajectoryProfile

60.0067

-151.883

2005-01-10 09:01:00

59.7717

-152.567

2005-01-10 03:07:00

30

cmi_full_v2-Cruise_07-Line_4

trajectoryProfile

59.625

-151.65

2005-01-10 14:03:00

59.4917

-151.65

2005-01-10 11:04:00

31

cmi_full_v2-Cruise_08-Line_1

trajectoryProfile

59.2033

-151.875

2005-04-26 07:23:00

58.65

-152.333

2005-04-25 20:05:00

32

cmi_full_v2-Cruise_08-Line_2

trajectoryProfile

58.6867

-152.633

2005-04-26 14:45:00

58.6133

-152.817

2005-04-26 12:43:00

33

cmi_full_v2-Cruise_08-Line_3

trajectoryProfile

60.0067

-151.883

2005-04-27 10:50:00

59.7717

-152.567

2005-04-27 04:33:00

34

cmi_full_v2-Cruise_08-Line_4

trajectoryProfile

59.625

-151.65

2005-04-25 17:42:00

59.4917

-151.65

2005-04-25 14:49:00

35

cmi_full_v2-Cruise_09-Line_1

trajectoryProfile

59.2033

-151.875

2005-06-14 18:18:00

58.65

-152.333

2005-06-14 10:26:00

36

cmi_full_v2-Cruise_09-Line_2

trajectoryProfile

58.6867

-152.633

2005-06-15 01:24:00

58.6133

-152.817

2005-06-14 23:37:00

37

cmi_full_v2-Cruise_09-Line_3

trajectoryProfile

60.0067

-151.883

2005-06-15 20:28:00

59.7717

-152.567

2005-06-15 15:55:00

38

cmi_full_v2-Cruise_09-Line_4

trajectoryProfile

59.625

-151.65

2005-06-16 20:48:00

59.4917

-151.65

2005-06-16 18:46:00

39

cmi_full_v2-Cruise_10-Line_1

trajectoryProfile

59.2033

-151.875

2005-07-30 06:56:00

58.65

-152.333

2005-07-29 17:13:00

40

cmi_full_v2-Cruise_10-Line_2

trajectoryProfile

58.6867

-152.633

2005-07-29 12:14:00

58.6133

-152.817

2005-07-29 10:43:00

41

cmi_full_v2-Cruise_10-Line_3

trajectoryProfile

60.0067

-151.883

2005-07-28 17:57:00

59.7717

-152.567

2005-07-28 11:09:00

42

cmi_full_v2-Cruise_10-Line_4

trajectoryProfile

59.625

-151.65

2005-07-30 18:02:00

59.4917

-151.65

2005-07-30 16:08:00

43

cmi_full_v2-Cruise_11-Line_1

trajectoryProfile

59.2033

-151.875

2005-09-05 02:18:00

58.65

-152.333

2005-09-04 18:41:00

44

cmi_full_v2-Cruise_11-Line_2

trajectoryProfile

58.6867

-152.633

2005-09-05 12:13:00

58.6133

-152.817

2005-09-05 10:42:00

45

cmi_full_v2-Cruise_11-Line_3

trajectoryProfile

60.0067

-151.883

2005-09-06 08:02:00

59.7717

-152.567

2005-09-06 02:46:00

46

cmi_full_v2-Cruise_11-Line_4

trajectoryProfile

59.625

-151.65

2005-09-06 11:29:00

59.4917

-151.65

2005-09-06 09:35:00

47

cmi_full_v2-Cruise_12-Line_1

trajectoryProfile

59.2033

-151.875

2005-10-13 22:35:00

58.65

-152.333

2005-10-13 15:26:00

48

cmi_full_v2-Cruise_12-Line_2

trajectoryProfile

58.6867

-152.633

2005-10-14 01:40:00

58.6133

-152.817

2005-10-14 00:06:00

49

cmi_full_v2-Cruise_12-Line_3

trajectoryProfile

60.0067

-151.883

2005-10-14 19:04:00

59.7717

-152.567

2005-10-14 14:47:00

50

cmi_full_v2-Cruise_12-Line_4

trajectoryProfile

59.625

-151.65

2005-10-14 22:50:00

59.4917

-151.65

2005-10-14 20:44:00

51

cmi_full_v2-Cruise_13-Line_1

trajectoryProfile

59.2033

-151.875

2006-07-27 02:55:00

58.65

-152.333

2006-07-26 19:07:00

52

cmi_full_v2-Cruise_13-Line_3

trajectoryProfile

60.0067

-151.987

2006-07-26 03:26:00

59.81

-152.567

2006-07-26 00:02:00

53

cmi_full_v2-Cruise_13-Line_4

trajectoryProfile

59.625

-151.65

2006-07-28 14:32:00

59.4917

-151.65

2006-07-28 12:41:00

54

cmi_full_v2-Cruise_13-Line_6

trajectoryProfile

59.2117

-151.925

2006-07-28 02:39:00

58.865

-153.24

2006-07-27 16:41:00

55

cmi_full_v2-Cruise_13-Line_7

trajectoryProfile

59.35

-152

2006-07-26 16:48:00

59.3083

-153.302

2006-07-26 09:08:00

56

cmi_full_v2-Cruise_14-Line_1

trajectoryProfile

59.2033

-151.875

2006-08-06 10:16:00

58.65

-152.333

2006-08-06 03:41:00

57

cmi_full_v2-Cruise_14-Line_2

trajectoryProfile

58.6867

-152.633

2006-08-06 19:17:00

58.6133

-152.817

2006-08-06 17:40:00

58

cmi_full_v2-Cruise_14-Line_3

trajectoryProfile

60.0067

-151.883

2006-08-05 14:02:00

59.7717

-152.567

2006-08-05 10:04:00

59

cmi_full_v2-Cruise_14-Line_4

trajectoryProfile

59.625

-151.65

2006-08-07 14:57:00

59.4917

-151.65

2006-08-07 13:11:00

60

cmi_full_v2-Cruise_14-Line_6

trajectoryProfile

59.2117

-151.925

2006-08-07 08:22:00

58.865

-153.24

2006-08-06 23:14:00

61

cmi_full_v2-Cruise_14-Line_7

trajectoryProfile

59.355

-152

2006-08-06 02:06:00

59.3083

-153.302

2006-08-05 19:22:00

62

cmi_full_v2-Cruise_15-Line_1

trajectoryProfile

59.2033

-151.875

2006-08-13 02:41:00

58.65

-152.333

2006-08-12 19:38:00

63

cmi_full_v2-Cruise_15-Line_3

trajectoryProfile

60.0067

-151.883

2006-08-12 04:36:00

59.7717

-152.567

2006-08-12 00:23:00

64

cmi_full_v2-Cruise_15-Line_4

trajectoryProfile

59.625

-151.65

2006-08-14 13:27:00

59.4917

-151.65

2006-08-14 11:46:00

65

cmi_full_v2-Cruise_15-Line_6

trajectoryProfile

59.2117

-151.925

2006-08-14 03:21:00

58.865

-153.24

2006-08-13 17:40:00

66

cmi_full_v2-Cruise_15-Line_7

trajectoryProfile

59.355

-152

2006-08-12 17:34:00

59.3083

-153.302

2006-08-12 10:17:00

67

cmi_full_v2-Cruise_16-Line_1

trajectoryProfile

59.2033

-151.875

2006-09-12 13:16:00

58.65

-152.333

2006-09-12 06:48:00

68

cmi_full_v2-Cruise_16-Line_2

trajectoryProfile

58.6867

-152.633

2006-09-13 01:43:00

58.6133

-152.817

2006-09-13 00:12:00

69

cmi_full_v2-Cruise_16-Line_3

trajectoryProfile

60.0067

-151.883

2006-09-11 16:22:00

59.7717

-152.567

2006-09-11 12:16:00

70

cmi_full_v2-Cruise_16-Line_4

trajectoryProfile

59.625

-151.65

2006-09-13 19:04:00

59.4917

-151.65

2006-09-13 17:18:00

71

cmi_full_v2-Cruise_16-Line_6

trajectoryProfile

59.2117

-151.925

2006-09-13 15:03:00

58.865

-153.24

2006-09-13 06:13:00

72

cmi_full_v2-Cruise_16-Line_7

trajectoryProfile

59.355

-152

2006-09-12 05:27:00

59.3083

-153.302

2006-09-11 22:06:00

73

sue_shelikof

trajectoryProfile

58.6133

-152.633

2006-09-12 22:04:00

58.3505

-152.898

2006-09-12 19:41:00

cat = intake.open_catalog(chr.CAT_NAME("ctd_profiles_cmi_kbnerr"))

Map of CTD Profiles in Transects#

getattr(chr.src.plot_dataset_on_map, "ctd_profiles_cmi_kbnerr")("ctd_profiles_cmi_kbnerr")
    
../../../_images/0582fdbcbdb8325ebd32c38610e9fd4129cbea6b35b56e88c508d4f8926c9bfc.png

Kbay_timeseries#

Kbay_timeseries

cat['Kbay_timeseries'].plot.salt() + cat['Kbay_timeseries'].plot.temp()

Cruise_00#

cmi_full_v2-Cruise_00-Line_3

cat['cmi_full_v2-Cruise_00-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_00-Line_3'].plot.temp()

cmi_full_v2-Cruise_00-Line_4

cat['cmi_full_v2-Cruise_00-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_00-Line_4'].plot.temp()

Cruise_01#

cmi_full_v2-Cruise_01-Line_1

cat['cmi_full_v2-Cruise_01-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_01-Line_1'].plot.temp()

cmi_full_v2-Cruise_01-Line_2

cat['cmi_full_v2-Cruise_01-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_01-Line_2'].plot.temp()

cmi_full_v2-Cruise_01-Line_3

cat['cmi_full_v2-Cruise_01-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_01-Line_3'].plot.temp()

cmi_full_v2-Cruise_01-Line_4

cat['cmi_full_v2-Cruise_01-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_01-Line_4'].plot.temp()

Cruise_02#

cmi_full_v2-Cruise_02-Line_1

cat['cmi_full_v2-Cruise_02-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_02-Line_1'].plot.temp()

cmi_full_v2-Cruise_02-Line_2

cat['cmi_full_v2-Cruise_02-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_02-Line_2'].plot.temp()

cmi_full_v2-Cruise_02-Line_3

cat['cmi_full_v2-Cruise_02-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_02-Line_3'].plot.temp()

cmi_full_v2-Cruise_02-Line_4

cat['cmi_full_v2-Cruise_02-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_02-Line_4'].plot.temp()

Cruise_03#

cmi_full_v2-Cruise_03-Line_1

cat['cmi_full_v2-Cruise_03-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_03-Line_1'].plot.temp()

cmi_full_v2-Cruise_03-Line_2

cat['cmi_full_v2-Cruise_03-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_03-Line_2'].plot.temp()

cmi_full_v2-Cruise_03-Line_3

cat['cmi_full_v2-Cruise_03-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_03-Line_3'].plot.temp()

cmi_full_v2-Cruise_03-Line_4

cat['cmi_full_v2-Cruise_03-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_03-Line_4'].plot.temp()

Cruise_04#

cmi_full_v2-Cruise_04-Line_1

cat['cmi_full_v2-Cruise_04-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_04-Line_1'].plot.temp()

cmi_full_v2-Cruise_04-Line_2

cat['cmi_full_v2-Cruise_04-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_04-Line_2'].plot.temp()

cmi_full_v2-Cruise_04-Line_3

cat['cmi_full_v2-Cruise_04-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_04-Line_3'].plot.temp()

cmi_full_v2-Cruise_04-Line_4

cat['cmi_full_v2-Cruise_04-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_04-Line_4'].plot.temp()

Cruise_05#

cmi_full_v2-Cruise_05-Line_1

cat['cmi_full_v2-Cruise_05-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_05-Line_1'].plot.temp()

cmi_full_v2-Cruise_05-Line_2

cat['cmi_full_v2-Cruise_05-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_05-Line_2'].plot.temp()

cmi_full_v2-Cruise_05-Line_3

cat['cmi_full_v2-Cruise_05-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_05-Line_3'].plot.temp()

cmi_full_v2-Cruise_05-Line_4

cat['cmi_full_v2-Cruise_05-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_05-Line_4'].plot.temp()

Cruise_06#

cmi_full_v2-Cruise_06-Line_1

cat['cmi_full_v2-Cruise_06-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_06-Line_1'].plot.temp()

cmi_full_v2-Cruise_06-Line_2

cat['cmi_full_v2-Cruise_06-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_06-Line_2'].plot.temp()

cmi_full_v2-Cruise_06-Line_3

cat['cmi_full_v2-Cruise_06-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_06-Line_3'].plot.temp()

cmi_full_v2-Cruise_06-Line_4

cat['cmi_full_v2-Cruise_06-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_06-Line_4'].plot.temp()

Cruise_07#

cmi_full_v2-Cruise_07-Line_1

cat['cmi_full_v2-Cruise_07-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_07-Line_1'].plot.temp()

cmi_full_v2-Cruise_07-Line_2

cat['cmi_full_v2-Cruise_07-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_07-Line_2'].plot.temp()

cmi_full_v2-Cruise_07-Line_3

cat['cmi_full_v2-Cruise_07-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_07-Line_3'].plot.temp()

cmi_full_v2-Cruise_07-Line_4

cat['cmi_full_v2-Cruise_07-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_07-Line_4'].plot.temp()

Cruise_08#

cmi_full_v2-Cruise_08-Line_1

cat['cmi_full_v2-Cruise_08-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_08-Line_1'].plot.temp()

cmi_full_v2-Cruise_08-Line_2

cat['cmi_full_v2-Cruise_08-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_08-Line_2'].plot.temp()

cmi_full_v2-Cruise_08-Line_3

cat['cmi_full_v2-Cruise_08-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_08-Line_3'].plot.temp()

cmi_full_v2-Cruise_08-Line_4

cat['cmi_full_v2-Cruise_08-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_08-Line_4'].plot.temp()

Cruise_09#

cmi_full_v2-Cruise_09-Line_1

cat['cmi_full_v2-Cruise_09-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_09-Line_1'].plot.temp()

cmi_full_v2-Cruise_09-Line_2

cat['cmi_full_v2-Cruise_09-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_09-Line_2'].plot.temp()

cmi_full_v2-Cruise_09-Line_3

cat['cmi_full_v2-Cruise_09-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_09-Line_3'].plot.temp()

cmi_full_v2-Cruise_09-Line_4

cat['cmi_full_v2-Cruise_09-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_09-Line_4'].plot.temp()

Cruise_10#

cmi_full_v2-Cruise_10-Line_1

cat['cmi_full_v2-Cruise_10-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_10-Line_1'].plot.temp()

cmi_full_v2-Cruise_10-Line_2

cat['cmi_full_v2-Cruise_10-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_10-Line_2'].plot.temp()

cmi_full_v2-Cruise_10-Line_3

cat['cmi_full_v2-Cruise_10-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_10-Line_3'].plot.temp()

cmi_full_v2-Cruise_10-Line_4

cat['cmi_full_v2-Cruise_10-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_10-Line_4'].plot.temp()

Cruise_11#

cmi_full_v2-Cruise_11-Line_1

cat['cmi_full_v2-Cruise_11-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_11-Line_1'].plot.temp()

cmi_full_v2-Cruise_11-Line_2

cat['cmi_full_v2-Cruise_11-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_11-Line_2'].plot.temp()

cmi_full_v2-Cruise_11-Line_3

cat['cmi_full_v2-Cruise_11-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_11-Line_3'].plot.temp()

cmi_full_v2-Cruise_11-Line_4

cat['cmi_full_v2-Cruise_11-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_11-Line_4'].plot.temp()

Cruise_12#

cmi_full_v2-Cruise_12-Line_1

cat['cmi_full_v2-Cruise_12-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_12-Line_1'].plot.temp()

cmi_full_v2-Cruise_12-Line_2

cat['cmi_full_v2-Cruise_12-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_12-Line_2'].plot.temp()

cmi_full_v2-Cruise_12-Line_3

cat['cmi_full_v2-Cruise_12-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_12-Line_3'].plot.temp()

cmi_full_v2-Cruise_12-Line_4

cat['cmi_full_v2-Cruise_12-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_12-Line_4'].plot.temp()

Cruise_13#

cmi_full_v2-Cruise_13-Line_1

cat['cmi_full_v2-Cruise_13-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_13-Line_1'].plot.temp()

cmi_full_v2-Cruise_13-Line_3

cat['cmi_full_v2-Cruise_13-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_13-Line_3'].plot.temp()

cmi_full_v2-Cruise_13-Line_4

cat['cmi_full_v2-Cruise_13-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_13-Line_4'].plot.temp()

cmi_full_v2-Cruise_13-Line_6

cat['cmi_full_v2-Cruise_13-Line_6'].plot.salt() + cat['cmi_full_v2-Cruise_13-Line_6'].plot.temp()

cmi_full_v2-Cruise_13-Line_7

cat['cmi_full_v2-Cruise_13-Line_7'].plot.salt() + cat['cmi_full_v2-Cruise_13-Line_7'].plot.temp()

Cruise_14#

cmi_full_v2-Cruise_14-Line_1

cat['cmi_full_v2-Cruise_14-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_1'].plot.temp()

cmi_full_v2-Cruise_14-Line_2

cat['cmi_full_v2-Cruise_14-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_2'].plot.temp()

cmi_full_v2-Cruise_14-Line_3

cat['cmi_full_v2-Cruise_14-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_3'].plot.temp()

cmi_full_v2-Cruise_14-Line_4

cat['cmi_full_v2-Cruise_14-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_4'].plot.temp()

cmi_full_v2-Cruise_14-Line_6

cat['cmi_full_v2-Cruise_14-Line_6'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_6'].plot.temp()

cmi_full_v2-Cruise_14-Line_7

cat['cmi_full_v2-Cruise_14-Line_7'].plot.salt() + cat['cmi_full_v2-Cruise_14-Line_7'].plot.temp()

Cruise_15#

cmi_full_v2-Cruise_15-Line_1

cat['cmi_full_v2-Cruise_15-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_15-Line_1'].plot.temp()

cmi_full_v2-Cruise_15-Line_3

cat['cmi_full_v2-Cruise_15-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_15-Line_3'].plot.temp()

cmi_full_v2-Cruise_15-Line_4

cat['cmi_full_v2-Cruise_15-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_15-Line_4'].plot.temp()

cmi_full_v2-Cruise_15-Line_6

cat['cmi_full_v2-Cruise_15-Line_6'].plot.salt() + cat['cmi_full_v2-Cruise_15-Line_6'].plot.temp()

cmi_full_v2-Cruise_15-Line_7

cat['cmi_full_v2-Cruise_15-Line_7'].plot.salt() + cat['cmi_full_v2-Cruise_15-Line_7'].plot.temp()

Cruise_16#

cmi_full_v2-Cruise_16-Line_1

cat['cmi_full_v2-Cruise_16-Line_1'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_1'].plot.temp()

cmi_full_v2-Cruise_16-Line_2

cat['cmi_full_v2-Cruise_16-Line_2'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_2'].plot.temp()

cmi_full_v2-Cruise_16-Line_3

cat['cmi_full_v2-Cruise_16-Line_3'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_3'].plot.temp()

cmi_full_v2-Cruise_16-Line_4

cat['cmi_full_v2-Cruise_16-Line_4'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_4'].plot.temp()

cmi_full_v2-Cruise_16-Line_6

cat['cmi_full_v2-Cruise_16-Line_6'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_6'].plot.temp()

cmi_full_v2-Cruise_16-Line_7

cat['cmi_full_v2-Cruise_16-Line_7'].plot.salt() + cat['cmi_full_v2-Cruise_16-Line_7'].plot.temp()

sue_shelikof#

sue_shelikof

cat['sue_shelikof'].plot.salt() + cat['sue_shelikof'].plot.temp()